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On the estimation of the generalized covariance function
Authors:T H Starks and J H Fang
Institution:(1) Department of Mathematics, Southern Illinois University, 62901 Carbondale, Illinois, USA;(2) Department of Geology, Southern Illinois University, 62901 Carbondale, Illinois, USA
Abstract:The estimation of the generalized covariance function, K, is a major problem in the use of intrinsic random functions of order k to obtain kriging estimates. The precise estimation by least-squares regression of the parameters in polynomial models for K is made difficult by the nature of the distribution of the dependent variable and the multicollinearity of the independent variables.
Keywords:estimation  generalized covariance function  generalized increments  geostatistics  intrinsic random functions  multicollinearity
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